GEO Knowledge Hub
In-depth guides on generative engine optimization, AI citations, schema, measurement, and cross-border playbooks—written for operators who need depth, not fluff.
88 in-depth articles
FAQ schema for product pages: patterns that survive RAG chunking
FAQPage markup turns buyer questions into citable units—if answers match visible text and cover post-purchase anxiety, not fluff.
Read articleHow to read a Visora GEO report: from score to shipped fixes
Audit scores only matter when they map to fix tickets. This guide walks through Visora sections operators use weekly—not vanity metrics.
Read articleGEO vs SEO: a decision matrix for cross-border operators
You do not choose one—you allocate budget across shared infrastructure and different success metrics. Use this matrix to settle weekly tradeoffs.
Read articleAI Overview CTR playbook: when citations beat clicks
AIO changes click distribution, not demand. Merchants who earn citations plus compelling SERP snippets still capture high-intent traffic.
Read articleBrand entity consistency checklist for AI shopping surfaces
Models resolve brands before products. Inconsistent naming across Shopify, ads, and schema causes wrong citations—or hallucinated brand names.
Read articleJSON-LD Shopify Liquid patterns that stay in sync with the cart
Theme defaults break when Markets, bundles, and apps inject duplicate schema. These Liquid patterns keep Offer data aligned with what buyers pay.
Read articleWordPress GEO plugin stack without schema soup
WooCommerce sites drown in overlapping SEO plugins. Here is a minimal stack for citations—one schema owner, FAQ parity, and crawl hygiene.
Read articleReady to score your storefront? Run a free GEO audit · Contact us